# cross-encoder/ms-marco-electra-base

Model from Hugging Face for text ranking: cross-encoder/ms-marco-electra-base · sentence transformers

## Facts

- Type: LLM
- Task: text-ranking
- Framework: sentence-transformers
- License: apache-2.0 — Permissive open license: commercial use, modification, and redistribution are permitted. (https://spdx.org/licenses/Apache-2.0.html)
- Source: https://huggingface.co/cross-encoder/ms-marco-electra-base
- Hosting: hosted (7 files)
- Files: 7 hosted of 23 listed
- File counts: "listed" is every file in the source repository; only hosted files download from Hugging Bay, and the download plan lists the files it selects for one download, so its count can differ.
- Hosted here: 7 files, 438.9 MB
- Full repo upstream: unknown
- Download: https://huggingbay.xyz/artifact/hf-model-cross-encoder-ms-marco-electra-base/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-cross-encoder-ms-marco-electra-base/download-plan)
- Per-file SHA-256: available for 7 of 7 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-cross-encoder-ms-marco-electra-base/files?limit=100
- Run-ready: no (Hugging Bay has not certified a run path for this model; hosted bytes are downloadable and hash-checkable only)
- Peer-assisted fallbacks: 0 verified, 0 pending review
- Downloads: 18198
- Stars: 7
- Card completeness: 92%

## Description

External Hugging Face catalog record for cross-encoder/ms-marco-electra-base. Task: text ranking. Library: sentence transformers. Languages: en. Datasets referenced by card metadata: sentence-transformers/msmarco. Files we host have a published SHA-256.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: text-ranking
- Library: sentence-transformers
- Task categories: text-ranking
- Languages: en
- Referenced datasets: sentence-transformers/msmarco
- File hints: 16 upstream file samples

## Referenced Data

- Dataset: sentence-transformers/msmarco

## File Hints

- .gitattributes
- CEBinaryClassificationEvaluator_MS-Marco_results.csv
- README.md
- config.json
- model.safetensors
- onnx/model.onnx
- onnx/model_O1.onnx
- onnx/model_O2.onnx
- onnx/model_O3.onnx
- onnx/model_O4.onnx
- onnx/model_qint8_arm64.onnx
- onnx/model_qint8_avx512.onnx

## Quality Checklist

- Summary: passed
- Description: passed
- Model card metadata: passed
- License: passed
- Provenance: passed
- File inventory: passed
- Hosted bytes: passed
- Scan result: passed
- Manifest signature: passed

## Safety Notes

- External catalog metadata imported from Hugging Face public API on 2026-07-01T22:39:49.386Z.
- Open license detected as apache-2.0.
- Not a run kit: hosted, hash-checked bytes only; run readiness is not certified for this model yet.

## Actions

- Web: https://huggingbay.xyz/artifact/hf-model-cross-encoder-ms-marco-electra-base
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-cross-encoder-ms-marco-electra-base/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-cross-encoder-ms-marco-electra-base/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-cross-encoder-ms-marco-electra-base/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-cross-encoder-ms-marco-electra-base
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-cross-encoder-ms-marco-electra-base/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-cross-encoder-ms-marco-electra-base&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-cross-encoder-ms-marco-electra-base/decentralized-fallbacks